Recommendation systems for generating virtual environments based on personalized recommendations

Abstract

A system includes a memory, and a processing device, operatively coupled to the memory, to perform operations including obtaining user data associated with a user, generating, using at least one machine learning (ML) model processing the user data, a virtual environment associated with an extended reality (XR) representation corresponding to a personalized recommendation for the user, and creating, based on the user data, a virtual avatar for the user reflecting a representation of the user within the virtual environment. The virtual avatar corresponds to a set of attributes representing visual features of the user.

What is claimed is: 
     
         1 . A system comprising:
 memory; and   at least one processing device, operatively coupled to the memory, to perform operations comprising:
 obtaining user data associated with a user; 
 generating, using at least one machine learning (ML) model processing the user data, a personalized plan related to a future of the user and a virtual environment corresponding to the personalized plan, wherein the virtual environment is associated with an extended reality (XR) representation accessible to the user via an XR system; and 
 creating, based on the user data, a virtual avatar for the user reflecting a representation of the user within the virtual environment, wherein the virtual avatar corresponds to a set of attributes representing visual features of the user. 
   
     
     
         2 . The system of  claim 1 , wherein the XR system comprises at least one of: a virtual reality (VR) system, an augmented reality (AR) system, or a mixed reality (MR) system. 
     
     
         3 . The system of  claim 1 , wherein the operations further comprise converting the XR representation into a non-XR representation accessible to the user via a non-XR system, and wherein the non-XR representation is one of: an audio representation, a visual representation, an audiovisual representation, or a textual representation. 
     
     
         4 . The system of  claim 1 , wherein the operations further comprise:
 receiving feedback data corresponding to the user; and   updating, based on the feedback data, the XR representation.   
     
     
         5 . The system of  claim 1 , wherein the operations further comprise receiving a request to generate at least one of the personalized plan or the XR representation. 
     
     
         6 . The system of  claim 5 , wherein the request is received via a digital assistant. 
     
     
         7 . The system of  claim 5 , wherein the operations further comprise:
 causing the XR representation to be sent to the user.   
     
     
         8 . A method comprising:
 obtaining, by at least one processing device, user data associated with a user;   generating, by the at least one processing device using at least one machine learning (ML) model processing the user data, a personalized plan related to a future of the user and a virtual environment corresponding to the personalized plan, wherein the virtual environment is associated with an extended reality (XR) representation accessible to the user via an XR system; and   creating, by the at least one processing device based on the user data, a virtual avatar for the user reflecting a representation of the user within the virtual environment, wherein the virtual avatar corresponds to a set of attributes representing visual features of the user.   
     
     
         9 . The method of  claim 8 , wherein the XR system comprises at least one of: a virtual reality (VR) system, an augmented reality (AR) system, or a mixed reality (MR) system. 
     
     
         10 . The method of  claim 8 , further comprising converting, by the at least one processing device, the XR representation into a non-XR representation accessible to the user via a non-XR system, wherein the non-XR representation is one of: an audio representation, a visual representation, an audiovisual representation, or a textual representation. 
     
     
         11 . The method of  claim 8 , further comprising:
 receiving, by the at least one processing device, feedback data corresponding to the user; and   updating, by the at least one processing device based on the feedback data, the XR representation.   
     
     
         12 . The method of  claim 8 , further comprising receiving, by the at least one processing device, a request to generate at least one of the personalized plan or the XR representation. 
     
     
         13 . The method of  claim 12 , wherein the request is received via a digital assistant. 
     
     
         14 . The method of  claim 8 , further comprising:
 causing, by the at least one processing device, the XR representation to be sent to the user.   
     
     
         15 . A non-transitory computer-readable storage medium having instructions stored thereon that, when executed by a processing device, cause the processing device to perform operations comprising:
 obtaining user data associated with a user;   generating, using at least one machine learning (ML) model processing the user data, a personalized plan related to a future of the user and a virtual environment corresponding to the personalized plan, wherein the virtual environment is associated with an extended reality (XR) representation accessible to the user via an XR system; and   creating, based on the user data, a virtual avatar for the user reflecting a representation of the user within the virtual environment, wherein the virtual avatar corresponds to a set of attributes representing visual features of the user.   
     
     
         16 . The non-transitory computer-readable storage medium of  claim 15 , wherein the XR system comprises at least one of: a virtual reality (VR) system, an augmented reality (AR) system, or a mixed reality (MR) system. 
     
     
         17 . The non-transitory computer-readable storage medium of  claim 15 , wherein the operations further comprise converting the XR representation into a non-XR representation accessible to the user via a non-XR system, and wherein the non-XR representation is one of: an audio representation, a visual representation, an audiovisual representation, or a textual representation. 
     
     
         18 . The non-transitory computer-readable storage medium of  claim 15 , wherein the operations further comprise:
 receiving feedback data corresponding to the user; and   updating, based on the feedback data, the XR representation.   
     
     
         19 . The non-transitory computer-readable storage medium of  claim 15 , wherein the operations further comprise:
 receiving a request to generate at least one of the personalized plan or the XR representation; and   causing the XR representation to be sent to the user.   
     
     
         20 . The non-transitory computer-readable storage medium of  claim 19 , wherein the request is received via a digital assistant.